Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 5000 |
| Missing cells | 7960 |
| Missing cells (%) | 13.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 468.9 KiB |
| Average record size in memory | 96.0 B |
Variable types
| Numeric | 9 |
|---|---|
| Text | 3 |
Average_SAT_Score is highly overall correlated with Completion_Rate and 4 other fields | High correlation |
Completion_Rate is highly overall correlated with Average_SAT_Score | High correlation |
In-State_Tuition is highly overall correlated with Average_SAT_Score and 3 other fields | High correlation |
Median_Earnings_10_Years_After is highly overall correlated with Average_SAT_Score and 3 other fields | High correlation |
Out-of-State_Tuition is highly overall correlated with Average_SAT_Score and 3 other fields | High correlation |
Pell_Grant_Rate is highly overall correlated with Average_SAT_Score | High correlation |
Student_Size is highly overall correlated with In-State_Tuition and 2 other fields | High correlation |
Admission_Rate has 3200 (64.0%) missing values | Missing |
Average_SAT_Score has 3931 (78.6%) missing values | Missing |
Completion_Rate has 577 (11.5%) missing values | Missing |
Pell_Grant_Rate has 252 (5.0%) missing values | Missing |
id has unique values | Unique |
In-State_Tuition has 1824 (36.5%) zeros | Zeros |
Out-of-State_Tuition has 1824 (36.5%) zeros | Zeros |
Student_Size has 245 (4.9%) zeros | Zeros |
Median_Earnings_10_Years_After has 445 (8.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-24 19:54:07.660261 |
|---|---|
| Analysis finished | 2024-09-24 19:54:15.191259 |
| Duration | 7.53 seconds |
| Software version | ydata-profiling vv4.10.0 |
| Download configuration | config.json |
Admission_Rate
Real number (ℝ)
MISSING
| Distinct | 1458 |
|---|---|
| Distinct (%) | 81.0% |
| Missing | 3200 |
| Missing (%) | 64.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.72397144 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.228405 |
| Q1 | 0.61415 |
| median | 0.77615 |
| Q3 | 0.891225 |
| 95-th percentile | 0.994705 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.277075 |
Descriptive statistics
| Standard deviation | 0.22412041 |
|---|---|
| Coefficient of variation (CV) | 0.30957079 |
| Kurtosis | 0.76519584 |
| Mean | 0.72397144 |
| Median Absolute Deviation (MAD) | 0.1337 |
| Skewness | -1.0974255 |
| Sum | 1303.1486 |
| Variance | 0.050229959 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1 | 79 | 1.6% |
| 0.5 | 6 | 0.1% |
| 0.75 | 6 | 0.1% |
| 0.4 | 5 | 0.1% |
| 0.6667 | 5 | 0.1% |
| 0.8571 | 5 | 0.1% |
| 0.9429 | 5 | 0.1% |
| 0.8 | 5 | 0.1% |
| 0.551 | 4 | 0.1% |
| 0.3333 | 4 | 0.1% |
| Other values (1448) | 1676 | |
| (Missing) | 3200 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 0.0106 | 1 | |
| 0.0269 | 1 | |
| 0.0324 | 1 | |
| 0.0368 | 1 | |
| 0.0395 | 1 | |
| 0.0396 | 1 | |
| 0.0457 | 1 | |
| 0.0506 | 1 | |
| 0.0543 | 1 |
| Value | Count | Frequency (%) |
| 1 | 79 | |
| 0.9994 | 1 | < 0.1% |
| 0.9992 | 1 | < 0.1% |
| 0.9985 | 1 | < 0.1% |
| 0.9977 | 1 | < 0.1% |
| 0.9966 | 1 | < 0.1% |
| 0.9956 | 1 | < 0.1% |
| 0.9955 | 1 | < 0.1% |
| 0.9951 | 1 | < 0.1% |
| 0.995 | 1 | < 0.1% |
In-State_Tuition
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2601 |
|---|---|
| Distinct (%) | 52.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11011.365 |
| Minimum | 0 |
|---|---|
| Maximum | 68365 |
| Zeros | 1824 |
| Zeros (%) | 36.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 4740 |
| Q3 | 14878.5 |
| 95-th percentile | 46001.5 |
| Maximum | 68365 |
| Range | 68365 |
| Interquartile range (IQR) | 14878.5 |
Descriptive statistics
| Standard deviation | 15178.646 |
|---|---|
| Coefficient of variation (CV) | 1.3784527 |
| Kurtosis | 2.1129572 |
| Mean | 11011.365 |
| Median Absolute Deviation (MAD) | 4740 |
| Skewness | 1.6837877 |
| Sum | 55056825 |
| Variance | 2.303913 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1824 | |
| 13515 | 17 | 0.3% |
| 4560 | 14 | 0.3% |
| 12750 | 12 | 0.2% |
| 4920 | 10 | 0.2% |
| 2070 | 10 | 0.2% |
| 16757 | 9 | 0.2% |
| 1238 | 9 | 0.2% |
| 5580 | 8 | 0.2% |
| 4380 | 8 | 0.2% |
| Other values (2591) | 3079 |
| Value | Count | Frequency (%) |
| 0 | 1824 | |
| 480 | 1 | < 0.1% |
| 744 | 1 | < 0.1% |
| 932 | 1 | < 0.1% |
| 1008 | 1 | < 0.1% |
| 1104 | 1 | < 0.1% |
| 1108 | 1 | < 0.1% |
| 1114 | 1 | < 0.1% |
| 1124 | 2 | < 0.1% |
| 1126 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 68365 | 1 | |
| 66490 | 1 | |
| 66139 | 1 | |
| 65844 | 1 | |
| 65222 | 1 | |
| 65146 | 1 | |
| 65028 | 1 | |
| 64951 | 1 | |
| 64800 | 1 | |
| 64760 | 1 |
Out-of-State_Tuition
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2663 |
|---|---|
| Distinct (%) | 53.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13344.035 |
| Minimum | 0 |
|---|---|
| Maximum | 68365 |
| Zeros | 1824 |
| Zeros (%) | 36.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 8751 |
| Q3 | 20000.25 |
| 95-th percentile | 46184.5 |
| Maximum | 68365 |
| Range | 68365 |
| Interquartile range (IQR) | 20000.25 |
Descriptive statistics
| Standard deviation | 15470.764 |
|---|---|
| Coefficient of variation (CV) | 1.1593768 |
| Kurtosis | 1.0435399 |
| Mean | 13344.035 |
| Median Absolute Deviation (MAD) | 8751 |
| Skewness | 1.2899022 |
| Sum | 66720176 |
| Variance | 2.3934455 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1824 | |
| 13515 | 17 | 0.3% |
| 15480 | 13 | 0.3% |
| 12750 | 12 | 0.2% |
| 7854 | 10 | 0.2% |
| 9870 | 9 | 0.2% |
| 16757 | 9 | 0.2% |
| 8670 | 8 | 0.2% |
| 14430 | 8 | 0.2% |
| 20794 | 7 | 0.1% |
| Other values (2653) | 3083 |
| Value | Count | Frequency (%) |
| 0 | 1824 | |
| 480 | 1 | < 0.1% |
| 932 | 1 | < 0.1% |
| 1008 | 1 | < 0.1% |
| 1410 | 1 | < 0.1% |
| 1600 | 2 | < 0.1% |
| 2210 | 1 | < 0.1% |
| 2250 | 1 | < 0.1% |
| 2260 | 1 | < 0.1% |
| 2280 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 68365 | 1 | |
| 66490 | 1 | |
| 66139 | 1 | |
| 65844 | 1 | |
| 65222 | 1 | |
| 65146 | 1 | |
| 65028 | 1 | |
| 64951 | 1 | |
| 64800 | 1 | |
| 64760 | 1 |
Student_Size
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 2604 |
|---|---|
| Distinct (%) | 52.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2662.044 |
| Minimum | 0 |
|---|---|
| Maximum | 138138 |
| Zeros | 245 |
| Zeros (%) | 4.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 126.75 |
| median | 665 |
| Q3 | 2403 |
| 95-th percentile | 11989.4 |
| Maximum | 138138 |
| Range | 138138 |
| Interquartile range (IQR) | 2276.25 |
Descriptive statistics
| Standard deviation | 6043.4248 |
|---|---|
| Coefficient of variation (CV) | 2.2702197 |
| Kurtosis | 90.157958 |
| Mean | 2662.044 |
| Median Absolute Deviation (MAD) | 616 |
| Skewness | 6.8467317 |
| Sum | 13310220 |
| Variance | 36522983 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 245 | 4.9% |
| 43 | 16 | 0.3% |
| 73 | 15 | 0.3% |
| 115 | 14 | 0.3% |
| 39 | 14 | 0.3% |
| 68 | 14 | 0.3% |
| 37 | 14 | 0.3% |
| 45 | 13 | 0.3% |
| 40 | 13 | 0.3% |
| 142 | 13 | 0.3% |
| Other values (2594) | 4629 |
| Value | Count | Frequency (%) |
| 0 | 245 | |
| 1 | 2 | < 0.1% |
| 2 | 5 | 0.1% |
| 3 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5 | 5 | 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 1 | < 0.1% |
| 8 | 7 | 0.1% |
| 9 | 6 | 0.1% |
| Value | Count | Frequency (%) |
| 138138 | 1 | |
| 112807 | 1 | |
| 65147 | 1 | |
| 64778 | 1 | |
| 57874 | 1 | |
| 56792 | 1 | |
| 51796 | 1 | |
| 48408 | 1 | |
| 47486 | 1 | |
| 45140 | 1 |
Average_SAT_Score
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 446 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 3931 |
| Missing (%) | 78.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1172.811 |
| Minimum | 850 |
|---|---|
| Maximum | 1560 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 850 |
|---|---|
| 5-th percentile | 970.4 |
| Q1 | 1079 |
| median | 1147 |
| Q3 | 1250 |
| 95-th percentile | 1472.6 |
| Maximum | 1560 |
| Range | 710 |
| Interquartile range (IQR) | 171 |
Descriptive statistics
| Standard deviation | 143.59361 |
|---|---|
| Coefficient of variation (CV) | 0.12243542 |
| Kurtosis | 0.082307647 |
| Mean | 1172.811 |
| Median Absolute Deviation (MAD) | 85 |
| Skewness | 0.64414703 |
| Sum | 1253735 |
| Variance | 20619.125 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1090 | 34 | 0.7% |
| 1050 | 28 | 0.6% |
| 1120 | 17 | 0.3% |
| 1150 | 15 | 0.3% |
| 1220 | 12 | 0.2% |
| 1190 | 11 | 0.2% |
| 1110 | 9 | 0.2% |
| 1147 | 9 | 0.2% |
| 1020 | 9 | 0.2% |
| 1089 | 8 | 0.2% |
| Other values (436) | 917 | 18.3% |
| (Missing) | 3931 |
| Value | Count | Frequency (%) |
| 850 | 1 | |
| 862 | 1 | |
| 870 | 1 | |
| 871 | 1 | |
| 878 | 1 | |
| 887 | 1 | |
| 889 | 1 | |
| 890 | 1 | |
| 895 | 1 | |
| 896 | 1 |
| Value | Count | Frequency (%) |
| 1560 | 1 | < 0.1% |
| 1554 | 1 | < 0.1% |
| 1553 | 3 | |
| 1547 | 2 | < 0.1% |
| 1546 | 5 | |
| 1540 | 2 | < 0.1% |
| 1539 | 2 | < 0.1% |
| 1533 | 1 | < 0.1% |
| 1532 | 1 | < 0.1% |
| 1527 | 2 | < 0.1% |
Median_Earnings_10_Years_After
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 3877 |
|---|---|
| Distinct (%) | 77.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39888.984 |
| Minimum | 0 |
|---|---|
| Maximum | 143372 |
| Zeros | 445 |
| Zeros (%) | 8.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 28692.5 |
| median | 39238 |
| Q3 | 51184 |
| 95-th percentile | 74480.15 |
| Maximum | 143372 |
| Range | 143372 |
| Interquartile range (IQR) | 22491.5 |
Descriptive statistics
| Standard deviation | 20583.439 |
|---|---|
| Coefficient of variation (CV) | 0.51601813 |
| Kurtosis | 1.3598649 |
| Mean | 39888.984 |
| Median Absolute Deviation (MAD) | 11411.5 |
| Skewness | 0.35228276 |
| Sum | 1.9944492 × 108 |
| Variance | 4.2367796 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 445 | 8.9% |
| 63435 | 21 | 0.4% |
| 31102 | 18 | 0.4% |
| 40092 | 17 | 0.3% |
| 31349 | 12 | 0.2% |
| 32986 | 11 | 0.2% |
| 38673 | 10 | 0.2% |
| 36909 | 9 | 0.2% |
| 23921 | 9 | 0.2% |
| 25073 | 9 | 0.2% |
| Other values (3867) | 4439 |
| Value | Count | Frequency (%) |
| 0 | 445 | |
| 8579 | 1 | < 0.1% |
| 9656 | 1 | < 0.1% |
| 11575 | 1 | < 0.1% |
| 11585 | 1 | < 0.1% |
| 11998 | 1 | < 0.1% |
| 12610 | 1 | < 0.1% |
| 12635 | 1 | < 0.1% |
| 13256 | 1 | < 0.1% |
| 13265 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 143372 | 1 | |
| 143238 | 1 | |
| 138767 | 1 | |
| 138687 | 1 | |
| 137047 | 1 | |
| 131426 | 1 | |
| 129455 | 1 | |
| 128566 | 1 | |
| 125557 | 1 | |
| 124080 | 1 |
Completion_Rate
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 3192 |
|---|---|
| Distinct (%) | 72.2% |
| Missing | 577 |
| Missing (%) | 11.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.53513039 |
| Minimum | 0.0106 |
|---|---|
| Maximum | 0.9897 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0.0106 |
|---|---|
| 5-th percentile | 0.19762 |
| Q1 | 0.3681 |
| median | 0.5448 |
| Q3 | 0.6956 |
| 95-th percentile | 0.87257 |
| Maximum | 0.9897 |
| Range | 0.9791 |
| Interquartile range (IQR) | 0.3275 |
Descriptive statistics
| Standard deviation | 0.2093589 |
|---|---|
| Coefficient of variation (CV) | 0.39122969 |
| Kurtosis | -0.84582402 |
| Mean | 0.53513039 |
| Median Absolute Deviation (MAD) | 0.1632 |
| Skewness | -0.042470622 |
| Sum | 2366.8817 |
| Variance | 0.043831147 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5 | 15 | 0.3% |
| 0.75 | 14 | 0.3% |
| 0.6 | 13 | 0.3% |
| 0.6667 | 12 | 0.2% |
| 0.7 | 10 | 0.2% |
| 0.8 | 9 | 0.2% |
| 0.625 | 9 | 0.2% |
| 0.7143 | 8 | 0.2% |
| 0.6842 | 7 | 0.1% |
| 0.7667 | 7 | 0.1% |
| Other values (3182) | 4319 | |
| (Missing) | 577 | 11.5% |
| Value | Count | Frequency (%) |
| 0.0106 | 1 | |
| 0.0204 | 1 | |
| 0.0345 | 2 | |
| 0.0392 | 1 | |
| 0.05 | 1 | |
| 0.0517 | 1 | |
| 0.054 | 1 | |
| 0.0625 | 1 | |
| 0.0629 | 1 | |
| 0.0675 | 1 |
| Value | Count | Frequency (%) |
| 0.9897 | 1 | |
| 0.9875 | 1 | |
| 0.9856 | 1 | |
| 0.9815 | 1 | |
| 0.9813 | 1 | |
| 0.981 | 1 | |
| 0.9808 | 1 | |
| 0.98 | 2 | |
| 0.9792 | 1 | |
| 0.9762 | 1 |
Pell_Grant_Rate
Real number (ℝ)
HIGH CORRELATION MISSING
| Distinct | 3359 |
|---|---|
| Distinct (%) | 70.7% |
| Missing | 252 |
| Missing (%) | 5.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41921866 |
| Minimum | 0 |
|---|---|
| Maximum | 1 |
| Zeros | 46 |
| Zeros (%) | 0.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.13277 |
| Q1 | 0.265975 |
| median | 0.3875 |
| Q3 | 0.55365 |
| 95-th percentile | 0.803595 |
| Maximum | 1 |
| Range | 1 |
| Interquartile range (IQR) | 0.287675 |
Descriptive statistics
| Standard deviation | 0.20594326 |
|---|---|
| Coefficient of variation (CV) | 0.491255 |
| Kurtosis | -0.25718855 |
| Mean | 0.41921866 |
| Median Absolute Deviation (MAD) | 0.1391 |
| Skewness | 0.50588814 |
| Sum | 1990.4502 |
| Variance | 0.042412627 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 46 | 0.9% |
| 1 | 22 | 0.4% |
| 0.5 | 16 | 0.3% |
| 0.6 | 11 | 0.2% |
| 0.3333 | 10 | 0.2% |
| 0.75 | 9 | 0.2% |
| 0.6667 | 9 | 0.2% |
| 0.8 | 8 | 0.2% |
| 0.3921 | 7 | 0.1% |
| 0.2308 | 6 | 0.1% |
| Other values (3349) | 4604 | |
| (Missing) | 252 | 5.0% |
| Value | Count | Frequency (%) |
| 0 | 46 | |
| 0.0078 | 1 | < 0.1% |
| 0.0124 | 1 | < 0.1% |
| 0.0158 | 1 | < 0.1% |
| 0.0159 | 1 | < 0.1% |
| 0.0173 | 1 | < 0.1% |
| 0.0233 | 1 | < 0.1% |
| 0.027 | 1 | < 0.1% |
| 0.0311 | 1 | < 0.1% |
| 0.0325 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 22 | |
| 0.9913 | 1 | < 0.1% |
| 0.9865 | 1 | < 0.1% |
| 0.9848 | 1 | < 0.1% |
| 0.9814 | 1 | < 0.1% |
| 0.981 | 1 | < 0.1% |
| 0.9808 | 1 | < 0.1% |
| 0.9797 | 1 | < 0.1% |
| 0.9782 | 1 | < 0.1% |
| 0.9778 | 2 | < 0.1% |
College_Name
Text
| Distinct | 4928 |
|---|---|
| Distinct (%) | 98.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
Length
| Max length | 91 |
|---|---|
| Median length | 66 |
| Mean length | 29.23 |
| Min length | 5 |
Characters and Unicode
| Total characters | 146150 |
|---|---|
| Distinct characters | 65 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 4874 ? |
|---|---|
| Unique (%) | 97.5% |
Sample
| 1st row | Alabama A & M University |
|---|---|
| 2nd row | University of Alabama at Birmingham |
| 3rd row | Amridge University |
| 4th row | University of Alabama in Huntsville |
| 5th row | Alabama State University |
| Value | Count | Frequency (%) |
| college | 1902 | 10.2% |
| of | 1231 | 6.6% |
| university | 1179 | 6.3% |
| community | 507 | 2.7% |
| school | 376 | 2.0% |
| state | 344 | 1.9% |
| technical | 295 | 1.6% |
| institute | 294 | 1.6% |
| beauty | 276 | 1.5% |
| the | 217 | 1.2% |
| Other values (3965) | 11947 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 15191 | 10.4% |
| 13574 | 9.3% | |
| o | 10470 | 7.2% |
| i | 9810 | 6.7% |
| l | 9458 | 6.5% |
| n | 9045 | 6.2% |
| t | 8945 | 6.1% |
| a | 8674 | 5.9% |
| r | 6748 | 4.6% |
| s | 5800 | 4.0% |
| Other values (55) | 48435 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 146150 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 15191 | 10.4% |
| 13574 | 9.3% | |
| o | 10470 | 7.2% |
| i | 9810 | 6.7% |
| l | 9458 | 6.5% |
| n | 9045 | 6.2% |
| t | 8945 | 6.1% |
| a | 8674 | 5.9% |
| r | 6748 | 4.6% |
| s | 5800 | 4.0% |
| Other values (55) | 48435 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 146150 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 15191 | 10.4% |
| 13574 | 9.3% | |
| o | 10470 | 7.2% |
| i | 9810 | 6.7% |
| l | 9458 | 6.5% |
| n | 9045 | 6.2% |
| t | 8945 | 6.1% |
| a | 8674 | 5.9% |
| r | 6748 | 4.6% |
| s | 5800 | 4.0% |
| Other values (55) | 48435 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 146150 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 15191 | 10.4% |
| 13574 | 9.3% | |
| o | 10470 | 7.2% |
| i | 9810 | 6.7% |
| l | 9458 | 6.5% |
| n | 9045 | 6.2% |
| t | 8945 | 6.1% |
| a | 8674 | 5.9% |
| r | 6748 | 4.6% |
| s | 5800 | 4.0% |
| Other values (55) | 48435 |
City
Text
| Distinct | 2113 |
|---|---|
| Distinct (%) | 42.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
Length
| Max length | 23 |
|---|---|
| Median length | 19 |
| Mean length | 8.7846 |
| Min length | 3 |
Characters and Unicode
| Total characters | 43923 |
|---|---|
| Distinct characters | 56 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1309 ? |
|---|---|
| Unique (%) | 26.2% |
Sample
| 1st row | Normal |
|---|---|
| 2nd row | Birmingham |
| 3rd row | Montgomery |
| 4th row | Huntsville |
| 5th row | Montgomery |
| Value | Count | Frequency (%) |
| city | 121 | 1.9% |
| new | 117 | 1.8% |
| san | 116 | 1.8% |
| york | 72 | 1.1% |
| chicago | 58 | 0.9% |
| saint | 57 | 0.9% |
| houston | 47 | 0.7% |
| fort | 46 | 0.7% |
| park | 43 | 0.7% |
| los | 42 | 0.7% |
| Other values (2005) | 5630 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 3973 | 9.0% |
| e | 3917 | 8.9% |
| o | 3388 | 7.7% |
| n | 3371 | 7.7% |
| l | 2844 | 6.5% |
| i | 2762 | 6.3% |
| r | 2638 | 6.0% |
| t | 2306 | 5.3% |
| s | 1957 | 4.5% |
| 1354 | 3.1% | |
| Other values (46) | 15413 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 43923 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| a | 3973 | 9.0% |
| e | 3917 | 8.9% |
| o | 3388 | 7.7% |
| n | 3371 | 7.7% |
| l | 2844 | 6.5% |
| i | 2762 | 6.3% |
| r | 2638 | 6.0% |
| t | 2306 | 5.3% |
| s | 1957 | 4.5% |
| 1354 | 3.1% | |
| Other values (46) | 15413 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 43923 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| a | 3973 | 9.0% |
| e | 3917 | 8.9% |
| o | 3388 | 7.7% |
| n | 3371 | 7.7% |
| l | 2844 | 6.5% |
| i | 2762 | 6.3% |
| r | 2638 | 6.0% |
| t | 2306 | 5.3% |
| s | 1957 | 4.5% |
| 1354 | 3.1% | |
| Other values (46) | 15413 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 43923 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| a | 3973 | 9.0% |
| e | 3917 | 8.9% |
| o | 3388 | 7.7% |
| n | 3371 | 7.7% |
| l | 2844 | 6.5% |
| i | 2762 | 6.3% |
| r | 2638 | 6.0% |
| t | 2306 | 5.3% |
| s | 1957 | 4.5% |
| 1354 | 3.1% | |
| Other values (46) | 15413 |
State
Text
| Distinct | 59 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 39.2 KiB |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 10000 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | AL |
|---|---|
| 2nd row | AL |
| 3rd row | AL |
| 4th row | AL |
| 5th row | AL |
| Value | Count | Frequency (%) |
| ca | 489 | 9.8% |
| ny | 349 | 7.0% |
| tx | 295 | 5.9% |
| pa | 288 | 5.8% |
| oh | 249 | 5.0% |
| fl | 238 | 4.8% |
| il | 207 | 4.1% |
| nc | 147 | 2.9% |
| ma | 138 | 2.8% |
| mi | 134 | 2.7% |
| Other values (49) | 2466 |
Most occurring characters
| Value | Count | Frequency (%) |
| A | 1610 | |
| N | 1043 | |
| C | 864 | 8.6% |
| M | 684 | 6.8% |
| I | 630 | 6.3% |
| L | 601 | 6.0% |
| O | 591 | 5.9% |
| T | 560 | 5.6% |
| Y | 429 | 4.3% |
| P | 402 | 4.0% |
| Other values (14) | 2586 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| A | 1610 | |
| N | 1043 | |
| C | 864 | 8.6% |
| M | 684 | 6.8% |
| I | 630 | 6.3% |
| L | 601 | 6.0% |
| O | 591 | 5.9% |
| T | 560 | 5.6% |
| Y | 429 | 4.3% |
| P | 402 | 4.0% |
| Other values (14) | 2586 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| A | 1610 | |
| N | 1043 | |
| C | 864 | 8.6% |
| M | 684 | 6.8% |
| I | 630 | 6.3% |
| L | 601 | 6.0% |
| O | 591 | 5.9% |
| T | 560 | 5.6% |
| Y | 429 | 4.3% |
| P | 402 | 4.0% |
| Other values (14) | 2586 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| A | 1610 | |
| N | 1043 | |
| C | 864 | 8.6% |
| M | 684 | 6.8% |
| I | 630 | 6.3% |
| L | 601 | 6.0% |
| O | 591 | 5.9% |
| T | 560 | 5.6% |
| Y | 429 | 4.3% |
| P | 402 | 4.0% |
| Other values (14) | 2586 |
id
Real number (ℝ)
UNIQUE
| Distinct | 5000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 243712.17 |
| Minimum | 100654 |
|---|---|
| Maximum | 461139 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 39.2 KiB |
Quantile statistics
| Minimum | 100654 |
|---|---|
| 5-th percentile | 112384.1 |
| Q1 | 159022.5 |
| median | 204197 |
| Q3 | 365552 |
| 95-th percentile | 455071.45 |
| Maximum | 461139 |
| Range | 360485 |
| Interquartile range (IQR) | 206529.5 |
Descriptive statistics
| Standard deviation | 115561.96 |
|---|---|
| Coefficient of variation (CV) | 0.47417395 |
| Kurtosis | -0.77479718 |
| Mean | 243712.17 |
| Median Absolute Deviation (MAD) | 47461 |
| Skewness | 0.85534624 |
| Sum | 1.2185608 × 109 |
| Variance | 1.3354567 × 1010 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100654 | 1 | < 0.1% |
| 232450 | 1 | < 0.1% |
| 232681 | 1 | < 0.1% |
| 232672 | 1 | < 0.1% |
| 232618 | 1 | < 0.1% |
| 232609 | 1 | < 0.1% |
| 232575 | 1 | < 0.1% |
| 232566 | 1 | < 0.1% |
| 232557 | 1 | < 0.1% |
| 232423 | 1 | < 0.1% |
| Other values (4990) | 4990 |
| Value | Count | Frequency (%) |
| 100654 | 1 | |
| 100663 | 1 | |
| 100690 | 1 | |
| 100706 | 1 | |
| 100724 | 1 | |
| 100751 | 1 | |
| 100760 | 1 | |
| 100812 | 1 | |
| 100830 | 1 | |
| 100858 | 1 |
| Value | Count | Frequency (%) |
| 461139 | 1 | |
| 461120 | 1 | |
| 461111 | 1 | |
| 461087 | 1 | |
| 461032 | 1 | |
| 461023 | 1 | |
| 461014 | 1 | |
| 460996 | 1 | |
| 460987 | 1 | |
| 460978 | 1 |
| Admission_Rate | Average_SAT_Score | Completion_Rate | In-State_Tuition | Median_Earnings_10_Years_After | Out-of-State_Tuition | Pell_Grant_Rate | Student_Size | id | |
|---|---|---|---|---|---|---|---|---|---|
| Admission_Rate | 1.000 | -0.386 | -0.255 | -0.238 | -0.176 | -0.231 | 0.203 | -0.045 | 0.067 |
| Average_SAT_Score | -0.386 | 1.000 | 0.831 | 0.548 | 0.668 | 0.676 | -0.718 | 0.277 | -0.023 |
| Completion_Rate | -0.255 | 0.831 | 1.000 | -0.066 | 0.062 | -0.062 | -0.013 | -0.285 | 0.179 |
| In-State_Tuition | -0.238 | 0.548 | -0.066 | 1.000 | 0.602 | 0.967 | -0.292 | 0.507 | -0.262 |
| Median_Earnings_10_Years_After | -0.176 | 0.668 | 0.062 | 0.602 | 1.000 | 0.654 | -0.457 | 0.596 | -0.239 |
| Out-of-State_Tuition | -0.231 | 0.676 | -0.062 | 0.967 | 0.654 | 1.000 | -0.364 | 0.603 | -0.310 |
| Pell_Grant_Rate | 0.203 | -0.718 | -0.013 | -0.292 | -0.457 | -0.364 | 1.000 | -0.411 | 0.275 |
| Student_Size | -0.045 | 0.277 | -0.285 | 0.507 | 0.596 | 0.603 | -0.411 | 1.000 | -0.329 |
| id | 0.067 | -0.023 | 0.179 | -0.262 | -0.239 | -0.310 | 0.275 | -0.329 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| Admission_Rate | In-State_Tuition | Out-of-State_Tuition | Student_Size | Average_SAT_Score | Median_Earnings_10_Years_After | Completion_Rate | Pell_Grant_Rate | College_Name | City | State | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.6840 | 10024 | 18634 | 5196 | 920.0 | 40628 | 0.2738 | 0.6536 | Alabama A & M University | Normal | AL | 100654 |
| 1 | 0.8668 | 8832 | 21216 | 12776 | 1291.0 | 54501 | 0.6353 | 0.3308 | University of Alabama at Birmingham | Birmingham | AL | 100663 |
| 2 | NaN | 0 | 0 | 228 | NaN | 37621 | NaN | 0.7769 | Amridge University | Montgomery | AL | 100690 |
| 3 | 0.7810 | 11878 | 24770 | 6985 | 1259.0 | 61767 | 0.6192 | 0.2173 | University of Alabama in Huntsville | Huntsville | AL | 100706 |
| 4 | 0.9660 | 11068 | 19396 | 3296 | 963.0 | 34502 | 0.2806 | 0.6976 | Alabama State University | Montgomery | AL | 100724 |
| 5 | 0.8006 | 11940 | 32300 | 31360 | 1304.0 | 59221 | 0.7250 | 0.1788 | The University of Alabama | Tuscaloosa | AL | 100751 |
| 6 | NaN | 4990 | 8740 | 963 | NaN | 33506 | 0.2177 | 0.2985 | Central Alabama Community College | Alexander City | AL | 100760 |
| 7 | NaN | 0 | 0 | 2465 | NaN | 50273 | NaN | 0.4127 | Athens State University | Athens | AL | 100812 |
| 8 | 0.9223 | 9100 | 19348 | 3307 | 1051.0 | 44391 | 0.3577 | 0.4589 | Auburn University at Montgomery | Montgomery | AL | 100830 |
| 9 | 0.4374 | 12176 | 32960 | 25234 | 1292.0 | 65337 | 0.8082 | 0.1254 | Auburn University | Auburn | AL | 100858 |
| Admission_Rate | In-State_Tuition | Out-of-State_Tuition | Student_Size | Average_SAT_Score | Median_Earnings_10_Years_After | Completion_Rate | Pell_Grant_Rate | College_Name | City | State | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4990 | NaN | 0 | 0 | 298 | NaN | 26885 | 0.5993 | 0.6595 | Ogle School Hair Skin Nails-North Dallas | Dallas | TX | 460978 |
| 4991 | NaN | 0 | 0 | 110 | NaN | 0 | 0.8043 | 0.2827 | The Salon Professional Academy | Sherwood | AR | 460987 |
| 4992 | NaN | 0 | 0 | 200 | NaN | 34900 | 0.7229 | 0.2990 | The Salon Professional Academy-St Charles | St. Charles | MO | 460996 |
| 4993 | NaN | 15813 | 15813 | 867 | NaN | 38830 | 0.2840 | 0.6188 | Mildred Elley-New York Campus | New York | NY | 461014 |
| 4994 | NaN | 7995 | 7995 | 434 | NaN | 42269 | 0.3214 | 0.4249 | National Paralegal College | Phoenix | AZ | 461023 |
| 4995 | NaN | 6276 | 6276 | 112 | NaN | 24581 | NaN | 0.5303 | Carolina College of Biblical Studies | Fayetteville | NC | 461032 |
| 4996 | NaN | 0 | 0 | 1315 | NaN | 34457 | 0.7826 | 0.1329 | Northeast Technology Center | Pryor | OK | 461087 |
| 4997 | NaN | 0 | 0 | 31 | NaN | 0 | 0.5873 | 0.5254 | Allstate Hairstyling & Barber College | Cleveland | OH | 461111 |
| 4998 | NaN | 0 | 0 | 0 | NaN | 0 | NaN | NaN | Omega Graduate School | Dayton | TN | 461120 |
| 4999 | NaN | 0 | 0 | 0 | NaN | 0 | NaN | NaN | Jung Tao School of Classical Chinese Medicine | Sugar Grove | NC | 461139 |